{"id":"https://openalex.org/W4361005742","doi":"https://doi.org/10.1080/13658816.2023.2178001","title":"A probabilistic framework with the gradient-based method for multi-objective land use optimization","display_name":"A probabilistic framework with the gradient-based method for multi-objective land use optimization","publication_year":2023,"publication_date":"2023-03-27","ids":{"openalex":"https://openalex.org/W4361005742","doi":"https://doi.org/10.1080/13658816.2023.2178001"},"language":"en","primary_location":{"id":"doi:10.1080/13658816.2023.2178001","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2023.2178001","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003947477","display_name":"Haowen Luo","orcid":"https://orcid.org/0000-0003-4760-5958"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Haowen Luo","raw_affiliation_strings":["Department of Geography and Resource Management, The Chinese University of Hong Kong, Shatin, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-4760-5958","affiliations":[{"raw_affiliation_string":"Department of Geography and Resource Management, The Chinese University of Hong Kong, Shatin, Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100705731","display_name":"Bo Huang","orcid":"https://orcid.org/0000-0002-5063-3522"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]},{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN","HK"],"is_corresponding":true,"raw_author_name":"Bo Huang","raw_affiliation_strings":["Department of Geography and Resource Management, The Chinese University of Hong Kong, Shatin, Hong Kong","Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Shatin, Hong Kong","Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-5063-3522","affiliations":[{"raw_affiliation_string":"Department of Geography and Resource Management, The Chinese University of Hong Kong, Shatin, Hong Kong","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Shatin, Hong Kong","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China","institution_ids":["https://openalex.org/I4210116924"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100705731"],"corresponding_institution_ids":["https://openalex.org/I177725633","https://openalex.org/I4210116924"],"apc_list":null,"apc_paid":null,"fwci":1.5545,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.8506208,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"37","issue":"5","first_page":"1128","last_page":"1156"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6139856576919556},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5694692134857178},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5663260817527771},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5594635009765625},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5285792946815491},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.49398714303970337},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.47741925716400146},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.4596618413925171},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24008160829544067},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22017979621887207},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19838154315948486}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6139856576919556},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5694692134857178},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5663260817527771},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5594635009765625},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5285792946815491},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.49398714303970337},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.47741925716400146},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.4596618413925171},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24008160829544067},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22017979621887207},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19838154315948486}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/13658816.2023.2178001","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2023.2178001","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.75}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1550348565","https://openalex.org/W1574994635","https://openalex.org/W1940986362","https://openalex.org/W1980287119","https://openalex.org/W1983673499","https://openalex.org/W1987298440","https://openalex.org/W2008817322","https://openalex.org/W2010192022","https://openalex.org/W2018139780","https://openalex.org/W2036850658","https://openalex.org/W2037431120","https://openalex.org/W2041109518","https://openalex.org/W2044011570","https://openalex.org/W2058192020","https://openalex.org/W2064491739","https://openalex.org/W2070640766","https://openalex.org/W2097571405","https://openalex.org/W2101257241","https://openalex.org/W2112586494","https://openalex.org/W2116115717","https://openalex.org/W2116417672","https://openalex.org/W2126105956","https://openalex.org/W2149479912","https://openalex.org/W2166250131","https://openalex.org/W2169195544","https://openalex.org/W2258510295","https://openalex.org/W2777395779","https://openalex.org/W2894614086","https://openalex.org/W2895479820","https://openalex.org/W2896371764","https://openalex.org/W2897783557","https://openalex.org/W2954834971","https://openalex.org/W2979250426","https://openalex.org/W2982131546","https://openalex.org/W3000700549","https://openalex.org/W3162039419","https://openalex.org/W3183777795","https://openalex.org/W3192776240","https://openalex.org/W4237142909","https://openalex.org/W4256592408"],"related_works":["https://openalex.org/W2090178682","https://openalex.org/W4241467429","https://openalex.org/W2001591765","https://openalex.org/W2073147994","https://openalex.org/W2384474142","https://openalex.org/W3083133203","https://openalex.org/W1588199609","https://openalex.org/W2744462909","https://openalex.org/W1971520370","https://openalex.org/W1550055091"],"abstract_inverted_index":{"Land":[0],"use":[1,100],"planning":[2,15,198],"seeks":[3],"to":[4,27,38,86,145],"outline":[5],"the":[6,44,59,81,119,129,147,150,154,158,161,169,180],"future":[7],"location":[8],"and":[9,23,49,94],"type":[10],"of":[11,46,61,114,176,185],"development":[12,19],"activity.":[13],"The":[14],"process":[16],"should":[17],"reconcile":[18],"with":[20,149,153],"environmental":[21,50],"conservation":[22],"other":[24],"concerns":[25],"pertaining":[26],"sustainability;":[28],"hence":[29],"multi-objective":[30,135],"spatial":[31,56],"optimization":[32],"is":[33,107,140,183],"considered":[34],"an":[35,115],"effective":[36,187],"tool":[37,196],"serve":[39],"this":[40,72,97],"purpose.":[41],"However,":[42],"as":[43,101,109,124],"number":[45],"social,":[47],"economic,":[48],"objectives":[51,120],"increases,":[52],"especially":[53,164],"when":[54],"numerous":[55],"units":[57],"exist,":[58],"curse":[60],"dimensionality":[62],"becomes":[63],"a":[64,76,110,172,194],"serious":[65],"problem,":[66],"making":[67],"previous":[68],"methods":[69],"unsuitable.":[70],"In":[71],"paper,":[73],"we":[74],"formulate":[75],"probabilistic":[77],"framework":[78,182],"based":[79],"on":[80],"gradient":[82],"descent":[83],"algorithm":[84],"(GDA)":[85],"search":[87],"for":[88,134,165,197],"Pareto":[89],"optimal":[90,188],"solutions":[91],"more":[92,190],"effectively":[93],"efficiently.":[95],"Under":[96],"framework,":[98],"land":[99],"decision":[102],"parameter(s)":[103],"in":[104,171],"each":[105],"cell":[106],"represented":[108],"probability":[111],"vector":[112],"instead":[113],"integer":[116],"value.":[117],"Thus,":[118],"can":[121,131],"be":[122,132],"designed":[123],"differentiable":[125],"functions":[126],"such":[127],"that":[128,157,179],"GDA":[130,148,159],"used":[133],"optimization.":[136],"An":[137],"initial":[138],"experiment":[139],"conducted":[141],"using":[142],"simulation":[143],"data":[144],"compare":[146],"genetic":[151,162],"algorithm,":[152,163],"results":[155],"showing":[156],"outperforms":[160],"large-scale":[166],"problems.":[167],"Furthermore,":[168],"outcomes":[170],"real-world":[173],"case":[174],"study":[175],"Shenzhen":[177],"demonstrate":[178],"proposed":[181],"capable":[184],"generating":[186],"scenarios":[189],"efficiently,":[191],"rendering":[192],"it":[193],"pragmatic":[195],"practices.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
